observations & engineering.

Writing

Notes, system architectures, and deep-dives on real-time systems, AI/ML models, and Python automation.

Architecting a Resilient Voice AI & Medical Receptionist Platform

How we leveraged LiveKit WebRTC, OpenAI GPT-4o, and an embedded SQLite failover layer to guarantee zero downtime for clinical operations.

Extracting tables and diagrams with page-level attribution using LangChain, Google Gemini 2.5 Flash, FAISS, and Server-Sent Events.